Documenting and improving early childhood program quality is a national priority, leading to a rapid expansion of Quality Rating and Improvement Systems (QRISs). QRISs document and improve the quality of early childhood education programs and provide clear information to families about their childcare choices. Findings from this study suggest that incremental changes to how QRIS ratings are calculated can alter inferences about program quality.